| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Classification | ecoli 4 | Balanced Accuracy92.8 | 27 | |
| Tabular Classification | ecoli2 | Balanced Accuracy91 | 27 | |
| Imbalanced Classification | ecoli | F1-Score84.2 | 25 | |
| Tabular Classification | ecoli 1 | Balanced Accuracy3 | 24 | |
| Clustering | Ecoli (UCI) | ARI74.49 | 16 | |
| Off-policy evaluation for classification error | ecoli | Bias-0.208 | 15 | |
| Classification | ecoli (test) | Accuracy82.94 | 14 | |
| Classification | ecoli (train) | Accuracy87.84 | 14 | |
| Tabular Anomaly Detection | Ecoli | AUC-ROC0.865 | 14 | |
| Counterfactual Explanation Generation | ecoli | Validity100 | 12 | |
| Counterfactual Explanation Diversity | ecoli | Diversity6.9 | 11 | |
| Structure Learning | ecoli70 n=100 | SHD37.55 | 11 | |
| Binary Classification | Ecoli | Accuracy97.33 | 10 | |
| Clustering | Ecoli | Runtime (s)0.01 | 9 | |
| Multiclass Classification | ecoli2 | Weighted F1-score0.971 | 9 | |
| Multiclass imbalanced classification | ecoli2 | AUC99.2 | 9 | |
| Multiclass imbalanced classification | ecoli 2 | Accuracy97.1 | 9 | |
| Multiclass Imbalanced Classification | ecoli2 | G-Mean0.945 | 9 | |
| Tabular Classification | ecoli 1011 (test) | Test Error0.036 | 9 | |
| Memorization and Privacy Analysis | ecoli4 | NN Distance (DNN)0.0287 | 8 | |
| Memorization and Privacy Analysis | ecoli 2 | NN Distance (DNN)0.029 | 8 | |
| Memorization and Privacy Analysis | ecoli1 | NN Distance (DNN)2.94 | 8 | |
| Synthetic Tabular Data Generation | ecoli4 | MCCD0.0385 | 8 | |
| Synthetic Tabular Data Generation | ecoli 2 | MCCD0.0417 | 8 | |
| Synthetic Tabular Data Generation | ecoli1 | MCCD0.0372 | 8 |